{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysing a regular ECG signal\n",
    "\n",
    "In this notebook I'll show you three examples of using HeartPy to analyse good-to-reasonable quality ECG signals you may encounter.\n",
    "\n",
    "We'll be looking at three excerpts from the [European ST-T Database over at Physionet](https://physionet.org/content/edb/1.0.0/). There are all recorded at 250 Hz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import packages\n",
    "import heartpy as hp\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sample_rate = 250"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the first file and visualise it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = hp.get_data('e0103.csv')\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That is a very nice and clean signal. We don't need to do any preprocessing and can run analysis right away:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 59.697000\n",
      "ibi: 1005.075630\n",
      "sdnn: 45.612021\n",
      "sdsd: 17.278462\n",
      "rmssd: 30.487563\n",
      "pnn20: 0.483051\n",
      "pnn50: 0.118644\n",
      "hr_mad: 28.000000\n",
      "sd1: 21.545153\n",
      "sd2: 59.911382\n",
      "s: 4055.167506\n",
      "sd1/sd2: 0.359617\n",
      "breathingrate: 0.166667\n"
     ]
    }
   ],
   "source": [
    "#run analysis\n",
    "wd, m = hp.process(data, sample_rate)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### That went well. \n",
    "\n",
    "Now let's move on to the next one and see if we can analyse that one too:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = hp.get_data('e0110.csv')\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data)\n",
    "plt.show()\n",
    "\n",
    "#and zoom in a bit\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data[0:2500])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ah!\n",
    "\n",
    "We have an issue where the T-wave (the broad wave right after the main QRS complex) is present. We can filter this using a notch filter, as we're interested in the QRS comples.\n",
    "\n",
    "What the notch filter does is apply a frequency filter to a very narrow frequency range, allowing us to get rid of some things without disturbing the QRS complexes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filtered = hp.filter_signal(data, cutoff = 0.05, sample_rate = sample_rate, filtertype='notch')\n",
    "\n",
    "#visualize again\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(filtered)\n",
    "plt.show()\n",
    "\n",
    "#and zoom in a bit\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data[0:2500], label = 'original signal')\n",
    "plt.plot(filtered[0:2500], alpha=0.5, label = 'filtered signal')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We've now reduced the amplitude of the T-wave and are ready for analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 57.843015\n",
      "ibi: 1037.290323\n",
      "sdnn: 60.906871\n",
      "sdsd: 20.513036\n",
      "rmssd: 33.059617\n",
      "pnn20: 0.493827\n",
      "pnn50: 0.135802\n",
      "hr_mad: 36.000000\n",
      "sd1: 23.285718\n",
      "sd2: 84.305770\n",
      "s: 6167.324586\n",
      "sd1/sd2: 0.276206\n",
      "breathingrate: 0.075000\n"
     ]
    }
   ],
   "source": [
    "#run analysis\n",
    "wd, m = hp.process(hp.scale_data(filtered), sample_rate)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Oh dear\n",
    "\n",
    "HeartPy is distrusting some peaks. This is because HeartPy's optimizer likes broader peaks than some ECG recordings provide (especially lower sampling rates). Usually when filtering the peak width decreases as well, potentially causing issues. \n",
    "\n",
    "The solution is simple. We can upsample the signal using [scipy.signal.resample](https://docs.scipy.org/doc/scipy-0.16.0/reference/generated/scipy.signal.resample.html) to help with this!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 58.018220\n",
      "ibi: 1034.157895\n",
      "sdnn: 59.536305\n",
      "sdsd: 21.549303\n",
      "rmssd: 34.825073\n",
      "pnn20: 0.544643\n",
      "pnn50: 0.133929\n",
      "hr_mad: 35.000000\n",
      "sd1: 24.588644\n",
      "sd2: 80.051446\n",
      "s: 6183.774312\n",
      "sd1/sd2: 0.307161\n",
      "breathingrate: 0.116667\n"
     ]
    }
   ],
   "source": [
    "from scipy.signal import resample\n",
    "\n",
    "#resample the data. Usually 2, 4, or 6 times is enough depending on original sampling rate\n",
    "resampled_data = resample(filtered, len(filtered) * 2)\n",
    "\n",
    "#And run the analysis again. Don't forget to up the sample rate as well!\n",
    "wd, m = hp.process(hp.scale_data(resampled_data), sample_rate * 2)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Upsampling the signal has enabled HeartPy to optimize and find the position for all peaks in the signal.\n",
    "\n",
    "Note the use of ***hp.scale_data()*** in the processing function. This is recommended when the amplitude is low (2.4-3.8 in the original data).\n",
    "\n",
    "------------\n",
    "\n",
    "Let's look at the last example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = hp.get_data('e0124.csv')\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data)\n",
    "plt.show()\n",
    "\n",
    "#and zoom in a bit\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data[0:2500])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again we have a very strong signal present in the recording. That is always nice to see. Analysis again is then straightforward:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 74.642232\n",
      "ibi: 803.834483\n",
      "sdnn: 25.854237\n",
      "sdsd: 8.060314\n",
      "rmssd: 13.118076\n",
      "pnn20: 0.104895\n",
      "pnn50: 0.000000\n",
      "hr_mad: 16.000000\n",
      "sd1: 9.272843\n",
      "sd2: 35.470837\n",
      "s: 1033.318549\n",
      "sd1/sd2: 0.261422\n",
      "breathingrate: 0.175000\n"
     ]
    }
   ],
   "source": [
    "#run analysis\n",
    "wd, m = hp.process(hp.scale_data(data), sample_rate)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### And again we can fix the 'mistrusted' peaks with modest upsampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 74.700944\n",
      "ibi: 803.202703\n",
      "sdnn: 25.987252\n",
      "sdsd: 8.037765\n",
      "rmssd: 13.000262\n",
      "pnn20: 0.095238\n",
      "pnn50: 0.000000\n",
      "hr_mad: 14.000000\n",
      "sd1: 9.192447\n",
      "sd2: 35.707405\n",
      "s: 1031.191456\n",
      "sd1/sd2: 0.257438\n",
      "breathingrate: 0.125000\n"
     ]
    }
   ],
   "source": [
    "#resample the data. Usually 2, 4, or 6 times is enough depending on original sampling rate\n",
    "resampled_data = resample(data, len(filtered) * 2)\n",
    "\n",
    "#And run the analysis again. Don't forget to up the sample rate as well!\n",
    "wd, m = hp.process(hp.scale_data(resampled_data), sample_rate * 2)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Since 1.2.4 HeartPy includes Poincaré nonlinear methods too\n",
    "\n",
    "Use them like the plotter function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "nonlinear poincare measures:\n",
      "sd1: 9.192447\n",
      "sd2: 35.707405\n",
      "s: 1031.191456\n",
      "sd1/sd2: 0.257438\n"
     ]
    }
   ],
   "source": [
    "hp.plot_poincare(wd, m)\n",
    "\n",
    "#print poincare measures\n",
    "poincare_measures = ['sd1', 'sd2', 's', 'sd1/sd2']\n",
    "print('\\nnonlinear poincare measures:')\n",
    "for measure in poincare_measures:\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## That's it!\n",
    "\n",
    "I hope this notebook has given you an overview of how to analyse good to medium quality ECG data. \n",
    "\n",
    "There's also a more advanced notebook available on the repository on [how to handle poor quality ECG data](https://github.com/paulvangentcom/heartrate_analysis_python/blob/master/examples/5_noisy_ECG/Analysing_Noisy_ECG.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
